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Do you acknowledge that there is ImageDataGenerator and ImgAug?
If you would like to avoid deadlocks above, you can run multiprocessing and tensorflow in a separate process as discussed here. However, there is overhead between inter-process communication. With large data sizes, it's communication overhead can be a large learning bottleneck.
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